{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                      \r"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import datetime\n",
    "\n",
    "# 获取当前日期\n",
    "end_date = datetime.datetime.now()\n",
    "# 计算6个月前的日期（可按需调整这里的时间范围，比如30*3表示近3个月）\n",
    "start_date = end_date - datetime.timedelta(days=30 * 12)\n",
    "\n",
    "# 格式化日期格式，符合akshare要求\n",
    "start_date_str = start_date.strftime('%Y-%m-%d')\n",
    "df = ak.bond_zh_us_rate(start_date=start_date_str)\n",
    "\n",
    "# 获取中国国债10年收益率数据\n",
    "yield_10_data = df[\"中国国债收益率10年\"]\n",
    "yield_10_df = pd.DataFrame({\n",
    "    '日期': df['日期'],\n",
    "    '中国国债收益率10年': yield_10_data\n",
    "})\n",
    "\n",
    "# 获取中国国债收益率10年-2年的利差数据\n",
    "yield_ten_two_diff_data = df[\"中国国债收益率10年-2年\"]\n",
    "yield_ten_two_diff_df = pd.DataFrame({\n",
    "    '日期': df['日期'],\n",
    "    '中国国债收益率10年-2年': yield_ten_two_diff_data\n",
    "})\n",
    "\n",
    "# 基于日期列合并两个数据框，内连接（inner join）只保留两边日期都有的行，实现数据对齐\n",
    "merged_df = pd.merge(yield_10_df, yield_ten_two_diff_df, on='日期', how='inner')\n",
    "\n",
    "# 创建图形对象，设置图形大小，这里设置宽12，高6，可按需调整\n",
    "fig, ax1 = plt.subplots(figsize=(18, 6))\n",
    "\n",
    "# 绘制中国国债收益率10年曲线（对应左边y轴）\n",
    "ax1.plot(merged_df['日期'], merged_df['中国国债收益率10年'], label='中国国债收益率10年', color='blue')\n",
    "ax1.set_ylabel('中国国债收益率10年', fontsize=10)\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.tick_params(axis='x', rotation=45)\n",
    "\n",
    "# 创建与ax1共享x轴的右边y轴对象\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "# 绘制利差曲线（对应右边y轴）\n",
    "# 对利差数据进行类型转换及数据清理，确保为数值且无异常值影响对齐等\n",
    "# 此处因为前面已经通过合并对齐了数据，可简化这部分处理，直接使用对齐后的数据绘图\n",
    "ax2.plot(merged_df['日期'], merged_df['中国国债收益率10年-2年'], label='中国国债收益率10年-2年', color='orange')\n",
    "ax2.set_ylabel('中国国债收益率10年-2年', fontsize=10)\n",
    "\n",
    "# 让坐标轴自动调整合适的刻度范围，使曲线显示更合理波折\n",
    "ax1.autoscale(enable=True, axis='both', tight=True)\n",
    "ax2.autoscale(enable=True, axis='both', tight=True)\n",
    "\n",
    "# 设置图形标题\n",
    "ax1.set_title('中国国债10年收益率及10年-2年利差（近6个月）')\n",
    "\n",
    "# 添加图例，设置图例位置\n",
    "fig.legend(loc='upper right', bbox_to_anchor=(1, 1), fontsize=10)\n",
    "\n",
    "# 调整布局，确保所有元素完整显示且布局合理\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  }
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